Liam stared at the glowing screen. His own DNA results. The test had been a lark, a way to pass the time during a period of professional uncertainty. The results, however, were not a lark. They were devastating. “Unknown Maternal Lineage.” His biological mother, a complete mystery. His biological father, also unknown. A wave of nausea washed over him. He felt the ground tilting beneath his feet, the walls of his apartment closing in.

He called his adoptive mother, his voice cracking. The conversation was strained, an avalanche of half-truths and hesitant admissions. He had always taken everything for granted. He had been sure he was a part of the family. He wanted her to tell him it was all a mistake, to erase the test results.

He found himself back at his childhood home that night. He was in his old room, the walls still adorned with his childhood drawings, the bed still made with the familiar, comforting quilt. He felt the desperate need to cling to these things, to the memories, to the security they represented. He felt as if he was drowning without them.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258